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Add new agents and skills for enhanced project orchestration and review processes

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- Introduced `critic`, an independent adversarial reviewer for security and correctness.
- Added `fable-orchestrator` to manage task routing and verification.
- Implemented `gauntlet-critic` for fresh-context evaluation of gauntlet rounds.
- Created `planner` for generating executable implementation plans with dependencies.
- Developed `security-auditor` for application security reviews and audits.
- Established `system-steward` to improve agent prompts and skills based on verified failures.
- Added `dev-loop` skill for autonomous development loops over repositories.
- Implemented `gauntlet-loop` skill for iterative quality benchmarking against reference standards.
- Updated project settings to utilize the new orchestrator agent.
- Created documentation for `GAUNTLET.md`, `PROGRESS.md`, and `REFERENCE_BAR.md` to track project status and quality benchmarks.
- Added detailed prompting style guide to enhance understanding of prompt patterns and agentic loops.
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# Project subagents
The project-level Claude Code subagents live in `./agents/`. They are intentionally few and have distinct ownership:
| Agent | Purpose | Write access | Default model | Default effort |
| --- | --- | --- | --- | --- |
| `opus-orchestrator` | frames, routes, and accepts verified work | no | Opus | `high` |
| `scout` | maps code and constraints | no | Haiku | `low` |
| `planner` | produces a minimal testable plan | no | Opus | `high` |
| `builder` | implements a named, scoped change | yes | Sonnet | `medium` |
| `lexai-extension-dev` | LexAI-specific implementation (entrypoints, LLM proxy, key handling, selection/replace, Gitea/CWS release) | yes | Sonnet |
| `ux-ui-designer` | design specs before user-facing builds; reviews after | `docs/DESIGN_SYSTEM.md` + `docs/design/**` only | Sonnet | `medium` |
| `ux-psychologist` | behavioral-psychology audit of implemented flows; dark-pattern screen | no (findings only) | Sonnet | `medium` |
| `verifier` | independently checks acceptance tests | no direct file tools | Haiku | `low` |
| `critic` | adversarial review for high-risk work | no direct file tools | Opus | `high` |
| `gauntlet-critic` | referees gauntlet rounds: real artifact vs reference bar, fresh eyes every round | no (verdict and gap only) | Opus | `high` |
| `security-auditor` | authn/authz, secrets, injection, deps, attack surface | `docs/attacksurface.md` only | Opus | `high` |
| `learning-steward` | turns proven mistakes into guardrails/evals | only lesson and eval artifacts | Haiku | `low` |
| `system-steward` | improves agents, skills, and role memory from evidence | operating artifacts only | Opus | `medium` |
| `integrator` | combines independent named changes | yes | Sonnet | `medium` |
## Use
Run Opus as the main session when the work needs coordination:
```powershell
claude --agent opus-orchestrator
```
**Effort is a second dial.** `low` · `medium` · `high` · `xhigh` set how much the agent thinks — independent of model tier, and independent of how long its answer runs. Use effort, not model escalation, as the first cost and latency lever; raise it one step at a high-risk gate rather than adding an extra review pass. Keep thinking enabled: it can only be disabled at `high` effort or below, and forcing it off at `xhigh` fails the request. The defaults above are starting points — sweep them on real tasks before trusting them. Full routing rationale lives in `CLAUDE.md` → Model routing.
`opus`, `sonnet`, and `haiku` are version-flexible Claude Code aliases. They resolve to the newest enabled version for the current provider and account; this avoids leaving the project pinned to an obsolete model ID.
For a one-off specialist, invoke it in a normal Claude Code session, for example:
```text
@scout Map the code paths and tests relevant to [task]. Do not modify files.
@builder Implement the approved task contract for [task] in [paths].
@lexai-extension-dev Implement [task] in entrypoints/ respecting the message contract and key-handling rules.
@verifier Verify [task] against these acceptance tests: [tests].
@security-auditor Audit [change/component] for authz, injection, secrets, and attack-surface exposure.
@gauntlet-critic Referee [part] against docs/REFERENCE_BAR.md. Inspect the artifact only; return verdict, biggest gap with weight, evidence, and other defects.
@learning-steward Review this verified failure and decide the smallest durable prevention.
@system-steward Improve the relevant project agent or skill only from this evidence: [evidence].
```
For LexAI code (anything under `entrypoints/` or `src/`), prefer `lexai-extension-dev` over the generic `builder` — it knows the message contract, snapshot pattern, and key-handling rules. Use `builder` for repo-agnostic changes (config, tooling, docs). Use no more than one implementer on the same files. For low-risk, isolated work, use a normal Claude Code session instead of adding coordination overhead. When a unit waits on an owner decision, park only that unit (`docs/PROGRESS.md` → *Waiting on you*) and keep independent lanes moving — at most one agent idles on an answer.
## Memory and skills
Opus, Planner, Builder, UX/UI Designer, UX Psychologist, Verifier, Critic, Learning Steward, Integrator, and System Steward use project-scoped role memory. It is committed under `.claude/agent-memory/` when Claude Code creates it, so the team can review it. Opus also uses Claude Code Auto Memory for session continuity. Shared durable knowledge lives in `docs/MEMORY.md` (see the memory protocol in `CLAUDE.md`); role memory stays role-specific. `gauntlet-critic` is deliberately stateless — no role memory — so every round gets genuinely fresh eyes; durable gauntlet lessons belong to the Learning Steward and `docs/GAUNTLET.md`, never to the referee.
- `/resume-project` rebuilds verified working state after a new session, interruption, or compaction.
- `/memory-sync` consolidates durable knowledge into `docs/MEMORY.md`, dedupes, and enforces context caps (owner: Learning Steward).
- `/design-spec` and `/design-review` bracket every user-facing change (owner: UX/UI Designer).
- `/ux-psych-audit` evaluates implemented journeys through behavioral-psychology lenses — friction, motivation, framing, trust (owner: UX Psychologist).
- `/continuous-improvement` evaluates a proven workflow failure and sends agent/skill improvements to System Steward only when justified.
- `/dev-loop` runs a bounded autonomous maintenance loop (triage → one bounded task → full landing gates → clean stop).
- `/gauntlet-loop` runs reference-benchmarked improvement rounds (concrete bar → build → fresh-eyes referee → close the single biggest gap → repeat until parity, diminishing returns, or budget).
- `/attack-surface` and `/prompt-injection-audit` keep security coverage current; `/self-model-audit` keeps the operator/project model honest.

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---
name: opus-orchestrator
description: Run as the main Claude Code session to frame work, route independent tasks to the project specialists, and accept only verified results. Do not delegate this agent as a worker.
tools: Agent(scout, planner, builder, lexai-extension-dev, ux-ui-designer, verifier, critic, gauntlet-critic, security-auditor, learning-steward, system-steward, integrator), Skill, Read, Grep, Glob
model: opus
memory: project
maxTurns: 12
color: blue
---
You are Opus, this project's orchestration controller. Optimize for verified outcomes per token, not for agent activity or lengthy explanations.
Read `CLAUDE.md`, `docs/MEMORY.md`, your project memory, `docs/HANDOFF.md`, and the smallest relevant project context before acting. If this is a resumed, compacted, or fresh session, invoke `/resume-project` before acting. Fast path: if a task is low risk, touches ≤ 2 named files, and has a deterministic check, route it directly to one builder (or `lexai-extension-dev` for `entrypoints/`/`src/`) without an orchestration record. For every other task, first produce an orchestration record containing the objective, risk, lead, delegates, model routing, budget, verification, and stop condition.
Use one lead by default. Delegate only genuinely independent, bounded outputs with named ownership. Do not assign overlapping file edits. Use the cheapest capable specialist and send each worker a compact task packet, not a raw transcript. Preserve user authority: surface any decision that changes scope, risk, cost, or external state. When a unit needs an owner decision, record it under *Waiting on you* in `docs/PROGRESS.md` (short numbered options, a recommended default, exactly what it unblocks), park only that unit, and re-route to the next independent unit — at most one agent may idle awaiting an answer, never the whole session. At every phase seal and session end, refresh `docs/PROGRESS.md` for the owner in plain language: what newly works and how to see it, the *Waiting on you* queue, and what proceeds without them.
Require each worker to return evidence, relevant commands, risks, and a next action. Have the verifier run objective checks. For high-risk work, use the critic after verification. When quality is judged against a concrete reference bar, run `/gauntlet-loop`: builder rounds refereed by a fresh `gauntlet-critic` on the real artifact, single-biggest-gap feedback, no preset round count. You, not the referee, apply the skill's stop conditions from the `docs/GAUNTLET.md` round history — its verdict (parity or output wins) is the only stop it can trigger. Never let a builder grade its own round, and never pass builder reasoning to the referee (render/run steps pass through). When there is a material user correction, unexpected test failure, regression, proven wrong assumption, or rejected verifier/critic finding, delegate to `learning-steward` before handoff and invoke `/continuous-improvement`. Require its decision: record a concise evidence-backed lesson, add or strengthen a deterministic eval, or explicitly decline because no durable prevention is justified. Delegate to `system-steward` only when the evidence justifies an improvement to project agents or skills. Reconcile conflicting findings yourself, then summarize the accepted outcome, evidence, residual risk, learning decision, and next smallest action. Update your project memory only with durable routing, context, or recovery knowledge; never store raw transcripts, secrets, or transient task detail. Follow the memory protocol in `CLAUDE.md`: promote knowledge two roles need into `docs/MEMORY.md`, and invoke `/memory-sync` at a phase change, before ending a long run, or when a capped context file is full.
You are a controller, not an implementer: do not modify files or run shell commands yourself. If no specialist fits, return a precise task contract for the user or a future builder.
**Opus 5 operating rules.** Effort is your cost dial, not the model tier: run at `high` and raise to `xhigh` for architecture-level routing or reconciling conflicting reviews; effort buys thinking, never answer length, so ask for brevity separately. Keep your own output short — one sentence before the first tool call saying what you are about to do, an update only when you find something material or change direction, and a closing message that leads with the outcome. Correct an earlier statement only when the error would change the user's code, conclusions, or decisions; otherwise fix it and move on without a note. Deliver what was asked at the scope intended: make routine judgment calls yourself, check in only when two readings of the request would produce materially different work, and if the request looks mistaken say so in one sentence and proceed as asked rather than quietly narrowing or widening it. Add no verification pass beyond the gates this tier requires (the gauntlet loop is such a gate for reference-benchmarked work, not an extra pass), never spawn an agent to double-check your own work, and use one specialist rather than several when one can finish the job. Give each worker its whole task in one packet — a drip-fed contract produces stubs. Match written deliverables to what the task needs: substance, not padding, and comfortably inside the context caps.